Relative & Expected Frequency
Relative Frequency
Relative frequency
What is relative frequency?
Relative frequency is an estimate of a probability using results from an experiment
For a certain number of trials of that experience, the probability of ‘success’ is:
If you flip an unfair coin 50 times and it lands on heads 20 times, an estimate for the probability of the coin landing on heads is (its relative frequency)
That is the best estimate we can make, given the data we have
We do not know the actual probability
The more trials that are carried out, the more accurate relative frequency becomes
It gets closer and closer to the actual probability
When will I be asked to use relative frequency?
Relative frequency is used when theoretical probabilities are unavailable (or not possible to calculate)
For example, if you do not know the theoretical probability of being left-handed, you can run an experiment to find an estimate (the relative frequency)
Sometimes theoretical probabilities are known
The theoretical probability of a fair coin landing on heads is 0.5
The theoretical probability of a fair standard six-sided dice landing on a six is
Relative frequency can be compared to a theoretical probability to test if a situation is fair or biased
If 100 flips of the coin give a relative frequency of 0.48 for landing on heads, the coin is likely to be fair
The theoretical probability is 0.5 and 0.48 is close to 0.5
If 100 flips of the coin give a relative frequency of 0.13 for landing on heads, the coin is likely to be biased (not fair)
What else do I need to know about relative frequency?
Relative frequency assumes that there is an equal chance of success on each trial
The trials are independent of each other
For example, if choosing something out of a bag (a ball, or marble etc), it would need to be replaced each time to use relative frequency
Any experiments used to calculate relative frequency should be random
If the experiment is not random, this could introduce bias
Expected Frequencyvideo
Expected frequency
What is expected frequency?
Expected frequency refers to the number of times you would expect a particular outcome to occur
It is found by multiplying the probability by the number of trials
If you flip a fair coin 100 times, you would expect 0.5 × 100 = 50 heads
Sometimes you need to calculate the relative frequency first
If you flip a biased coin 40 times and get 10 heads, how many heads would you expect when flipping 100 times?
The relative frequency is = 0.25 from the first experiment
0.25 × 100 = 25, you would expect to get heads 25 times from 100 throws